SatisfactionData

Dataset statistics

Number of variables	9
Number of observations	239808
Missing cells	481472
Missing cells (%)	22.3%
Duplicate rows	13224
Duplicate rows (%)	5.5%
Total size in memory	18.3 MiB
Average record size in memory	80.0 B

Variable types

Numeric	9

Alerts

Dataset has 13224 (5.5%) duplicate rows	Duplicates
`wime_komfort` is highly overall correlated with `wime_sauberkeit` and 2 other fields	High correlation
`wime_sauberkeit` is highly overall correlated with `wime_komfort` and 1 other fields	High correlation
`wime_platzangebot` is highly overall correlated with `wime_komfort` and 2 other fields	High correlation
`wime_gesamtzuf` is highly overall correlated with `wime_komfort` and 1 other fields	High correlation
`wime_personal` has 156757 (65.4%) missing values	Missing
`wime_komfort` has 52988 (22.1%) missing values	Missing
`wime_sauberkeit` has 50007 (20.9%) missing values	Missing
`wime_puenktlich` has 49370 (20.6%) missing values	Missing
`wime_platzangebot` has 48545 (20.2%) missing values	Missing
`wime_gesamtzuf` has 41311 (17.2%) missing values	Missing
`wime_preis_leistung` has 15977 (6.7%) missing values	Missing
`wime_fahrplan` has 8742 (3.6%) missing values	Missing
`wime_oes_fahrt` has 57775 (24.1%) missing values	Missing
`wime_komfort` has 3037 (1.3%) zeros	Zeros
`wime_puenktlich` has 4923 (2.1%) zeros	Zeros
`wime_platzangebot` has 6690 (2.8%) zeros	Zeros
`wime_preis_leistung` has 6776 (2.8%) zeros	Zeros
`wime_fahrplan` has 5635 (2.3%) zeros	Zeros

Reproduction

Analysis started	2023-01-04 11:25:53.626929
Analysis finished	2023-01-04 11:26:06.741339
Duration	13.11 seconds
Software version	pandas-profiling vv3.6.2
Download configuration	config.json

wime_personal
Real number (ℝ)

Distinct	13
Distinct (%)	< 0.1%
Missing	156757
Missing (%)	65.4%
Infinite	0
Infinite (%)	0.0%
Mean	89.978648

Minimum	0
Maximum	100
Zeros	721
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	3.7 MiB

Quantile statistics

Minimum	0
5-th percentile	50
Q1	77.777778
median	100
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	22.222222

Descriptive statistics

Standard deviation	17.720196
Coefficient of variation (CV)	0.1969378
Kurtosis	6.7759742
Mean	89.978648
Median Absolute Deviation (MAD)	0
Skewness	-2.3642722
Sum	7472816.7
Variance	314.00536
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
100	54872	22.9%
75	10658	4.4%
88.88888889	5367	2.2%
77.77777778	4839	2.0%
50	1918	0.8%
66.66666667	1877	0.8%
44.44444444	885	0.4%
55.55555556	817	0.3%
0	721	0.3%
25	468	0.2%
Other values (3)	629	0.3%
(Missing)	156757	65.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	721	0.3%
11.11111111	138	0.1%
22.22222222	227	0.1%
25	468	0.2%
33.33333333	264	0.1%
44.44444444	885	0.4%
50	1918	0.8%
55.55555556	817	0.3%
66.66666667	1877	0.8%
75	10658	4.4%

Value	Count	Frequency (%)
100	54872	22.9%
88.88888889	5367	2.2%
77.77777778	4839	2.0%
75	10658	4.4%
66.66666667	1877	0.8%
55.55555556	817	0.3%
50	1918	0.8%
44.44444444	885	0.4%
33.33333333	264	0.1%
25	468	0.2%

wime_komfort
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	52988
Missing (%)	22.1%
Infinite	0
Infinite (%)	0.0%
Mean	78.994204

Minimum	0
Maximum	100
Zeros	3037
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	3.7 MiB

Quantile statistics

Minimum	0
5-th percentile	33.333333
Q1	75
median	77.777778
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	22.749961
Coefficient of variation (CV)	0.28799532
Kurtosis	1.4874209
Mean	78.994204
Median Absolute Deviation (MAD)	22.222222
Skewness	-1.2399088
Sum	14757697
Variance	517.56072
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
100	71717	29.9%
75	40918	17.1%
77.77777778	17438	7.3%
88.88888889	12623	5.3%
50	11299	4.7%
66.66666667	10817	4.5%
55.55555556	5996	2.5%
44.44444444	4845	2.0%
25	3087	1.3%
0	3037	1.3%
Other values (3)	5043	2.1%
(Missing)	52988	22.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3037	1.3%
11.11111111	1002	0.4%
22.22222222	1685	0.7%
25	3087	1.3%
33.33333333	2356	1.0%
44.44444444	4845	2.0%
50	11299	4.7%
55.55555556	5996	2.5%
66.66666667	10817	4.5%
75	40918	17.1%

Value	Count	Frequency (%)
100	71717	29.9%
88.88888889	12623	5.3%
77.77777778	17438	7.3%
75	40918	17.1%
66.66666667	10817	4.5%
55.55555556	5996	2.5%
50	11299	4.7%
44.44444444	4845	2.0%
33.33333333	2356	1.0%
25	3087	1.3%

wime_sauberkeit
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	13
Distinct (%)	< 0.1%
Missing	50007
Missing (%)	20.9%
Infinite	0
Infinite (%)	0.0%
Mean	79.214165

Minimum	0
Maximum	100
Zeros	1706
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	3.7 MiB

Quantile statistics

Minimum	0
5-th percentile	44.444444
Q1	75
median	77.777778
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	21.482332
Coefficient of variation (CV)	0.27119307
Kurtosis	1.1260068
Mean	79.214165
Median Absolute Deviation (MAD)	22.222222
Skewness	-1.0950795
Sum	15034928
Variance	461.4906
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
100	70170	29.3%
75	43649	18.2%
77.77777778	18011	7.5%
50	14083	5.9%
88.88888889	13642	5.7%
66.66666667	10775	4.5%
55.55555556	5581	2.3%
44.44444444	4508	1.9%
25	3585	1.5%
33.33333333	2167	0.9%
Other values (3)	3630	1.5%
(Missing)	50007	20.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1706	0.7%
11.11111111	606	0.3%
22.22222222	1318	0.5%
25	3585	1.5%
33.33333333	2167	0.9%
44.44444444	4508	1.9%
50	14083	5.9%
55.55555556	5581	2.3%
66.66666667	10775	4.5%
75	43649	18.2%

Value	Count	Frequency (%)
100	70170	29.3%
88.88888889	13642	5.7%
77.77777778	18011	7.5%
75	43649	18.2%
66.66666667	10775	4.5%
55.55555556	5581	2.3%
50	14083	5.9%
44.44444444	4508	1.9%
33.33333333	2167	0.9%
25	3585	1.5%

wime_puenktlich
Real number (ℝ)

MISSING ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	49370
Missing (%)	20.6%
Infinite	0
Infinite (%)	0.0%
Mean	88.855209

Minimum	0
Maximum	100
Zeros	4923
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	3.7 MiB

Quantile statistics

Minimum	0
5-th percentile	33.333333
Q1	88.888889
median	100
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	11.111111

Descriptive statistics

Standard deviation	22.193637
Coefficient of variation (CV)	0.24977306
Kurtosis	6.0891528
Mean	88.855209
Median Absolute Deviation (MAD)	0
Skewness	-2.4968692
Sum	16921408
Variance	492.55754
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
100	131705	54.9%
75	19226	8.0%
88.88888889	11702	4.9%
77.77777778	7321	3.1%
0	4923	2.1%
50	4589	1.9%
66.66666667	2952	1.2%
25	2359	1.0%
44.44444444	1566	0.7%
55.55555556	1485	0.6%
Other values (3)	2610	1.1%
(Missing)	49370	20.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4923	2.1%
11.11111111	629	0.3%
22.22222222	988	0.4%
25	2359	1.0%
33.33333333	993	0.4%
44.44444444	1566	0.7%
50	4589	1.9%
55.55555556	1485	0.6%
66.66666667	2952	1.2%
75	19226	8.0%

Value	Count	Frequency (%)
100	131705	54.9%
88.88888889	11702	4.9%
77.77777778	7321	3.1%
75	19226	8.0%
66.66666667	2952	1.2%
55.55555556	1485	0.6%
50	4589	1.9%
44.44444444	1566	0.7%
33.33333333	993	0.4%
25	2359	1.0%

wime_platzangebot
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	48545
Missing (%)	20.2%
Infinite	0
Infinite (%)	0.0%
Mean	80.114264

Minimum	0
Maximum	100
Zeros	6690
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	3.7 MiB

Quantile statistics

Minimum	0
5-th percentile	22.222222
Q1	75
median	100
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	26.782415
Coefficient of variation (CV)	0.33430271
Kurtosis	1.3453852
Mean	80.114264
Median Absolute Deviation (MAD)	0
Skewness	-1.4406137
Sum	15322894
Variance	717.29776
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
100	96371	40.2%
75	28605	11.9%
77.77777778	12081	5.0%
50	10865	4.5%
88.88888889	10341	4.3%
66.66666667	6876	2.9%
0	6690	2.8%
25	5097	2.1%
55.55555556	4096	1.7%
44.44444444	3937	1.6%
Other values (3)	6304	2.6%
(Missing)	48545	20.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6690	2.8%
11.11111111	1549	0.6%
22.22222222	2316	1.0%
25	5097	2.1%
33.33333333	2439	1.0%
44.44444444	3937	1.6%
50	10865	4.5%
55.55555556	4096	1.7%
66.66666667	6876	2.9%
75	28605	11.9%

Value	Count	Frequency (%)
100	96371	40.2%
88.88888889	10341	4.3%
77.77777778	12081	5.0%
75	28605	11.9%
66.66666667	6876	2.9%
55.55555556	4096	1.7%
50	10865	4.5%
44.44444444	3937	1.6%
33.33333333	2439	1.0%
25	5097	2.1%

wime_gesamtzuf
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	13
Distinct (%)	< 0.1%
Missing	41311
Missing (%)	17.2%
Infinite	0
Infinite (%)	0.0%
Mean	84.600425

Minimum	0
Maximum	100
Zeros	2142
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	3.7 MiB

Quantile statistics

Minimum	0
5-th percentile	50
Q1	75
median	88.888889
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	19.563135
Coefficient of variation (CV)	0.23124157
Kurtosis	3.7255098
Mean	84.600425
Median Absolute Deviation (MAD)	11.111111
Skewness	-1.7166711
Sum	16792931
Variance	382.71624
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
100	93325	38.9%
75	41862	17.5%
88.88888889	20359	8.5%
77.77777778	16801	7.0%
50	7771	3.2%
66.66666667	6768	2.8%
55.55555556	2801	1.2%
44.44444444	2196	0.9%
0	2142	0.9%
25	2035	0.8%
Other values (3)	2437	1.0%
(Missing)	41311	17.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2142	0.9%
11.11111111	475	0.2%
22.22222222	915	0.4%
25	2035	0.8%
33.33333333	1047	0.4%
44.44444444	2196	0.9%
50	7771	3.2%
55.55555556	2801	1.2%
66.66666667	6768	2.8%
75	41862	17.5%

Value	Count	Frequency (%)
100	93325	38.9%
88.88888889	20359	8.5%
77.77777778	16801	7.0%
75	41862	17.5%
66.66666667	6768	2.8%
55.55555556	2801	1.2%
50	7771	3.2%
44.44444444	2196	0.9%
33.33333333	1047	0.4%
25	2035	0.8%

wime_preis_leistung
Real number (ℝ)

MISSING ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	15977
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	73.835878

Minimum	0
Maximum	100
Zeros	6776
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	3.7 MiB

Quantile statistics

Minimum	0
5-th percentile	25
Q1	50
median	75
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	26.383204
Coefficient of variation (CV)	0.35732227
Kurtosis	0.23452505
Mean	73.835878
Median Absolute Deviation (MAD)	25
Skewness	-0.91730396
Sum	16526758
Variance	696.07343
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
100	79704	33.2%
75	49834	20.8%
50	27836	11.6%
77.77777778	13293	5.5%
66.66666667	10076	4.2%
25	9103	3.8%
88.88888889	7804	3.3%
0	6776	2.8%
55.55555556	6284	2.6%
44.44444444	6253	2.6%
Other values (3)	6868	2.9%
(Missing)	15977	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6776	2.8%
11.11111111	1219	0.5%
22.22222222	2588	1.1%
25	9103	3.8%
33.33333333	3061	1.3%
44.44444444	6253	2.6%
50	27836	11.6%
55.55555556	6284	2.6%
66.66666667	10076	4.2%
75	49834	20.8%

Value	Count	Frequency (%)
100	79704	33.2%
88.88888889	7804	3.3%
77.77777778	13293	5.5%
75	49834	20.8%
66.66666667	10076	4.2%
55.55555556	6284	2.6%
50	27836	11.6%
44.44444444	6253	2.6%
33.33333333	3061	1.3%
25	9103	3.8%

wime_fahrplan
Real number (ℝ)

MISSING ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	8742
Missing (%)	3.6%
Infinite	0
Infinite (%)	0.0%
Mean	83.522288

Minimum	0
Maximum	100
Zeros	5635
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	3.7 MiB

Quantile statistics

Minimum	0
5-th percentile	25
Q1	75
median	100
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	23.91105
Coefficient of variation (CV)	0.28628346
Kurtosis	2.5876559
Mean	83.522288
Median Absolute Deviation (MAD)	0
Skewness	-1.7013307
Sum	19299161
Variance	571.7383
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
100	126675	52.8%
75	35519	14.8%
77.77777778	14678	6.1%
88.88888889	12666	5.3%
50	11453	4.8%
66.66666667	7748	3.2%
0	5635	2.3%
25	4731	2.0%
55.55555556	3956	1.6%
44.44444444	3745	1.6%
Other values (3)	4260	1.8%
(Missing)	8742	3.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5635	2.3%
11.11111111	840	0.4%
22.22222222	1509	0.6%
25	4731	2.0%
33.33333333	1911	0.8%
44.44444444	3745	1.6%
50	11453	4.8%
55.55555556	3956	1.6%
66.66666667	7748	3.2%
75	35519	14.8%

Value	Count	Frequency (%)
100	126675	52.8%
88.88888889	12666	5.3%
77.77777778	14678	6.1%
75	35519	14.8%
66.66666667	7748	3.2%
55.55555556	3956	1.6%
50	11453	4.8%
44.44444444	3745	1.6%
33.33333333	1911	0.8%
25	4731	2.0%

wime_oes_fahrt
Real number (ℝ)

Distinct	13
Distinct (%)	< 0.1%
Missing	57775
Missing (%)	24.1%
Infinite	0
Infinite (%)	0.0%
Mean	90.707897

Minimum	0
Maximum	100
Zeros	423
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	3.7 MiB

Quantile statistics

Minimum	0
5-th percentile	66.666667
Q1	77.777778
median	100
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	22.222222

Descriptive statistics

Standard deviation	14.743394
Coefficient of variation (CV)	0.16253705
Kurtosis	5.5228798
Mean	90.707897
Median Absolute Deviation (MAD)	0
Skewness	-2.0036761
Sum	16511831
Variance	217.36765
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
100	114581	47.8%
75	25739	10.7%
88.88888889	16983	7.1%
77.77777778	12813	5.3%
66.66666667	4225	1.8%
50	3579	1.5%
55.55555556	1485	0.6%
44.44444444	943	0.4%
25	632	0.3%
0	423	0.2%
Other values (3)	630	0.3%
(Missing)	57775	24.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	423	0.2%
11.11111111	106	< 0.1%
22.22222222	210	0.1%
25	632	0.3%
33.33333333	314	0.1%
44.44444444	943	0.4%
50	3579	1.5%
55.55555556	1485	0.6%
66.66666667	4225	1.8%
75	25739	10.7%

Value	Count	Frequency (%)
100	114581	47.8%
88.88888889	16983	7.1%
77.77777778	12813	5.3%
75	25739	10.7%
66.66666667	4225	1.8%
55.55555556	1485	0.6%
50	3579	1.5%
44.44444444	943	0.4%
33.33333333	314	0.1%
25	632	0.3%

Auto

Heatmap
Table

	wime_personal	wime_komfort	wime_sauberkeit	wime_puenktlich	wime_platzangebot	wime_gesamtzuf	wime_preis_leistung	wime_fahrplan	wime_oes_fahrt
wime_personal	1.000	0.431	0.412	0.416	0.440	0.471	0.350	0.413	0.359
wime_komfort	0.431	1.000	0.631	0.363	0.549	0.552	0.401	0.393	0.355
wime_sauberkeit	0.412	0.631	1.000	0.334	0.527	0.500	0.350	0.335	0.373
wime_puenktlich	0.416	0.363	0.334	1.000	0.370	0.457	0.294	0.421	0.305
wime_platzangebot	0.440	0.549	0.527	0.370	1.000	0.518	0.378	0.362	0.312
wime_gesamtzuf	0.471	0.552	0.500	0.457	0.518	1.000	0.498	0.490	0.430
wime_preis_leistung	0.350	0.401	0.350	0.294	0.378	0.498	1.000	0.438	0.259
wime_fahrplan	0.413	0.393	0.335	0.421	0.362	0.490	0.438	1.000	0.293
wime_oes_fahrt	0.359	0.355	0.373	0.305	0.312	0.430	0.259	0.293	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	wime_personal	wime_komfort	wime_sauberkeit	wime_puenktlich	wime_platzangebot	wime_gesamtzuf	wime_preis_leistung	wime_fahrplan	wime_oes_fahrt
239930	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
239915	100.0	25.0	75.0	100.0	100.0	100.0	75.0	100.0	75.0
239912	NaN	100.0	100.0	100.0	100.0	100.0	25.0	100.0	75.0
239911	NaN	75.0	100.0	100.0	100.0	100.0	75.0	75.0	100.0
239908	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
239901	NaN	NaN	NaN	NaN	NaN	NaN	50.0	100.0	NaN
239938	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
239919	NaN	100.0	100.0	100.0	100.0	100.0	100.0	100.0	100.0
239956	100.0	100.0	75.0	100.0	100.0	100.0	100.0	100.0	100.0
239894	NaN	NaN	NaN	NaN	NaN	NaN	50.0	50.0	NaN

	wime_personal	wime_komfort	wime_sauberkeit	wime_puenktlich	wime_platzangebot	wime_gesamtzuf	wime_preis_leistung	wime_fahrplan	wime_oes_fahrt
880	100.0	77.777778	55.555556	100.000000	100.000000	77.777778	77.777778	100.000000	100.000000
881	NaN	100.000000	77.777778	100.000000	77.777778	88.888889	33.333333	44.444444	100.000000
882	NaN	77.777778	66.666667	100.000000	66.666667	77.777778	88.888889	77.777778	77.777778
883	100.0	88.888889	77.777778	100.000000	88.888889	88.888889	88.888889	88.888889	88.888889
884	NaN	66.666667	100.000000	100.000000	100.000000	88.888889	66.666667	100.000000	100.000000
885	NaN	100.000000	100.000000	100.000000	100.000000	100.000000	100.000000	100.000000	100.000000
886	100.0	22.222222	55.555556	11.111111	0.000000	33.333333	0.000000	22.222222	44.444444
887	NaN	77.777778	55.555556	100.000000	100.000000	77.777778	0.000000	100.000000	100.000000
888	NaN	66.666667	77.777778	100.000000	66.666667	77.777778	55.555556	55.555556	66.666667
913	NaN	100.000000	100.000000	88.888889	100.000000	88.888889	100.000000	100.000000	100.000000

Most frequently occurring

	wime_personal	wime_komfort	wime_sauberkeit	wime_puenktlich	wime_platzangebot	wime_gesamtzuf	wime_preis_leistung	wime_fahrplan	wime_oes_fahrt	# duplicates
12573	NaN	100.0	100.0	100.0	100.0	100.0	100.0	100.0	100.0	11604
13212	NaN	NaN	NaN	NaN	NaN	NaN	100.0	100.0	NaN	10646
5136	100.0	100.0	100.0	100.0	100.0	100.0	100.0	100.0	100.0	8966
13223	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	7240
13178	NaN	NaN	NaN	NaN	NaN	NaN	75.0	100.0	NaN	5144
13177	NaN	NaN	NaN	NaN	NaN	NaN	75.0	75.0	NaN	3451
13150	NaN	NaN	NaN	NaN	NaN	NaN	50.0	100.0	NaN	2516
13089	NaN	NaN	NaN	NaN	NaN	100.0	100.0	100.0	NaN	2268
12501	NaN	100.0	100.0	100.0	100.0	100.0	75.0	100.0	100.0	2105
5077	100.0	100.0	100.0	100.0	100.0	100.0	75.0	100.0	100.0	2047

Overview

Variables

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring